Tech in PracticeJudd Walks #65 min readApril 16, 2026

He Drove Four Hours and Touched the Wheel Twice

Judd Hoffman
Judd Hoffman

CEO, Ethica AI

When a tool stops announcing itself and simply handles things, you stop thinking about the tool. You start thinking about where you are going. That transition, from managing something to moving through it, is the moment everything changes. I had that experience this weekend in a way that has not left me since.

My buddy picked me up in San Diego on Saturday. We were heading to Santa Barbara, four hours with traffic on a busy weekend. He did not touch the steering wheel more than twice the entire drive. The Tesla handled everything. The route, the timing, the stops, when to charge, where to eat while we waited. It made every decision that used to belong to the driver. And somewhere around the halfway point I realized I had completely stopped thinking of it as a car.

It had become a utility.

That distinction matters more than it sounds

A car is something you operate. It demands your attention, your hands, your constant decision-making. A utility is something that operates around you. It absorbs the decisions that do not need you and returns your attention to things that actually do. Electricity is a utility. You do not think about it. You flip a switch and it works. GPS navigation started as a tool that required your attention and gradually became infrastructure so embedded in daily life that nobody thinks about it anymore. The transition from tool to utility is the moment a technology disappears into the background and becomes part of how the world simply works.

That is what happened on the 101 this weekend. The Tesla did not feel like a very advanced car. It felt like infrastructure.

By February 2026, Tesla reported that vehicles had driven 8.3 billion miles with Full Self-Driving Supervised, according to Tesla's official reporting. Five years earlier that number was 6 million miles. The gap between where that technology was and where it is now did not close gradually. It compressed. What felt like a distant promise in 2022 felt completely ordinary on a Saturday afternoon drive up the California coast in 2026. The technology did not announce itself. It just worked. And that is the hallmark of something that has crossed from tool to utility.

This matters well beyond cars

We are in the middle of the same transition with AI across almost every professional category, and it is moving faster than the previous technology cycles did. According to PwC's 2025 Global AI Jobs Barometer, which analyzed close to one billion job ads across six continents, industries with high AI exposure are now generating three times the growth in revenue per employee compared to industries with low exposure. Productivity growth in the most AI-exposed industries has nearly quadrupled since 2022, rising from 7 percent between 2018 and 2022 to 27 percent between 2018 and 2024. Workers in those industries who have AI skills command a 56 percent wage premium over workers in the same roles without them.

Those are not predictions. That is what is already happening in the data.

The professionals who are pulling ahead are not the ones working harder. They are the ones who stopped managing tools and started working inside utilities. The AI they use does not feel like software they operate. It feels like infrastructure that operates around them. The decisions that do not require their judgment get handled. The friction that does not belong in their day gets removed. What is left is the work that actually requires a human being.

The real estate parallel

I think about this in the context of every industry that is still carrying manual processes that have no business being manual anymore. Real estate is one of the most visible examples. Agents are still filling out the same forms, navigating the same transactional paperwork, managing the same friction that existed before the smartphone existed. The tools that could handle those processes are not theoretical. They exist right now. The gap is not technology. The gap is the transition from thinking about those tools as software you operate to understanding them as infrastructure that operates around you.

That is not a small reframe. It is the whole reframe.

The moment I remember most

The moment I remember most clearly from that drive is about an hour in. My buddy and I were deep in conversation. The kind of conversation you can only have when nobody has to watch the road, when nobody is managing the vehicle, when the car has absorbed every decision that used to pull your attention away. We were just there. Present. Thinking. Talking. The Tesla was doing the rest.

That is what it feels like when a tool becomes a utility. You stop noticing it. You start noticing everything else.

According to Stanford HAI's 2025 AI Index, corporate AI investment reached $252 billion in 2024, a 44 percent increase year over year and a figure that represents a 13-fold increase over the prior decade. That money is not going into AI as a feature. It is going into AI as infrastructure. The companies and professionals that understand that distinction are the ones building something. The ones that do not are still managing tools that should have become utilities a long time ago.

The car is not a car anymore. The question worth sitting with is: what in your day still is?

Judd Hoffman is CEO and Co-Founder of Ethica AI, building AI-powered tools for real estate transaction workflows.

Quick Takes

What is Tesla Full Self-Driving and how far has it come?

Tesla's Full Self-Driving Supervised system handles steering, acceleration, braking, lane changes, and navigation with minimal driver input. By February 2026, Tesla reported that vehicles had driven 8.3 billion miles with the system, up from just 6 million miles five years earlier, representing one of the fastest technology adoption curves in automotive history.

What is the difference between a tool and a utility?

A tool requires active operation and constant attention from the user. A utility operates in the background, absorbing decisions and handling processes so the user's attention can go elsewhere. The shift from tool to utility is the moment a technology becomes invisible infrastructure, like electricity or GPS navigation.

How is AI changing professional productivity right now?

According to PwC's 2025 Global AI Jobs Barometer, which analyzed close to one billion job ads across six continents, industries with high AI exposure are generating three times the growth in revenue per employee compared to those with low exposure. Productivity growth in AI-exposed industries has nearly quadrupled since 2022.

What is the wage premium for workers with AI skills?

PwC's 2025 Global AI Jobs Barometer found that workers with AI skills command a 56 percent wage premium over workers in equivalent roles without those skills, up from 25 percent the prior year.

How much are companies investing in AI infrastructure?

Stanford HAI's 2025 AI Index reported that corporate AI investment reached $252 billion in 2024, a 44 percent year-over-year increase and a 13-fold increase over the prior decade. Investment is accelerating, not slowing.

How does the tool-to-utility shift apply to real estate?

Real estate agents still manage significant manual paperwork and transactional processes that AI can now handle. As AI tools become embedded infrastructure rather than standalone software, agents who make that transition earliest will see the same kind of productivity shift that GPS brought to navigation. The technology exists. The gap is the reframe.

Who is Judd Hoffman?

Judd Hoffman is CEO and Co-Founder of Ethica AI, a company building AI-powered voice tools for real estate transaction workflows, backed by the California Association of REALTORS. He has 28 years of experience across real estate technology, title, and operations, including leadership of a Fortune 500 division.

What is Ethica AI?

Ethica AI is a real estate technology company building VoicePilot, an AI-powered tool that allows real estate agents to complete transaction forms by speaking naturally instead of filling out PDFs manually. VoicePilot is backed by the California Association of REALTORS as a free member benefit for 190,000 members.

Judd Hoffman

Judd Walks

A video series from Ethica AI CEO Judd Hoffman. New episodes drop on LinkedIn.